Kuwait Man Power Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	1574040
Missing cells	2185154
Missing cells (%)	4.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 GiB
Average record size in memory	1.2 KiB

Variable types

Numeric	12
DateTime	2
Categorical	15

Warnings

`SECTOR` has constant value "PRIVATE"	Constant
`SALARY_TYPE` has constant value "1.0"	Constant
`COUNTRY_DESC` has a high cardinality: 173 distinct values	High cardinality
`JOB_DESC` has a high cardinality: 2285 distinct values	High cardinality
`ECONOMIC_ACT_DESC` has a high cardinality: 967 distinct values	High cardinality
`COMPANY_NAME` has a high cardinality: 122145 distinct values	High cardinality
`CIVIL_ID` is highly correlated with `Age`	High correlation
`Age` is highly correlated with `CIVIL_ID`	High correlation
`CIVIL_ID` is highly correlated with `Age`	High correlation
`Age` is highly correlated with `CIVIL_ID`	High correlation
`CIVIL_ID` is highly correlated with `Age`	High correlation
`Age` is highly correlated with `CIVIL_ID`	High correlation
`ONR_GVRN_CODE` is highly correlated with `GOVERNORATE_DESC` and 1 other fields	High correlation
`MARITAL_STATUS_DESC` is highly correlated with `RLGION_DESC` and 2 other fields	High correlation
`GENDER_CODE` is highly correlated with `GENDER_DESC`	High correlation
`Age` is highly correlated with `BIRTH_DATE` and 2 other fields	High correlation
`COUNTRY_CODE` is highly correlated with `RLGION_CODE`	High correlation
`BIRTH_DATE` is highly correlated with `Age` and 2 other fields	High correlation
`Age Group` is highly correlated with `Age` and 2 other fields	High correlation
`EDUCATION_DESC` is highly correlated with `RLGION_DESC` and 2 other fields	High correlation
`GOVERNORATE_DESC` is highly correlated with `ONR_GVRN_CODE` and 1 other fields	High correlation
`CIVIL_ID` is highly correlated with `Age` and 2 other fields	High correlation
`RLGION_DESC` is highly correlated with `MARITAL_STATUS_DESC` and 3 other fields	High correlation
`RLGION_CODE` is highly correlated with `COUNTRY_CODE` and 1 other fields	High correlation
`EDUCATION_CODE` is highly correlated with `MAJOR_CODE`	High correlation
`MAJOR_CODE` is highly correlated with `EDUCATION_DESC` and 1 other fields	High correlation
`جنسية` is highly correlated with `MARITAL_STATUS_DESC` and 2 other fields	High correlation
`GENDER_DESC` is highly correlated with `GENDER_CODE`	High correlation
`ONR_ID` is highly correlated with `ONR_GVRN_CODE` and 1 other fields	High correlation
`MARITAL_STATUS_CODE` is highly correlated with `MARITAL_STATUS_DESC`	High correlation
`RLGION_CODE` is highly correlated with `SECTOR` and 1 other fields	High correlation
`MARITAL_STATUS_DESC` is highly correlated with `SECTOR`	High correlation
`GENDER_CODE` is highly correlated with `GENDER_DESC` and 1 other fields	High correlation
`جنسية` is highly correlated with `SECTOR` and 2 other fields	High correlation
`GENDER_DESC` is highly correlated with `GENDER_CODE` and 1 other fields	High correlation
`SECTOR` is highly correlated with `RLGION_CODE` and 8 other fields	High correlation
`Age Group` is highly correlated with `SECTOR`	High correlation
`EDUCATION_DESC` is highly correlated with `جنسية` and 1 other fields	High correlation
`GOVERNORATE_DESC` is highly correlated with `SECTOR`	High correlation
`RLGION_DESC` is highly correlated with `RLGION_CODE` and 2 other fields	High correlation
`RLGION_CODE` has 71492 (4.5%) missing values	Missing
`EDUCATION_CODE` has 88711 (5.6%) missing values	Missing
`MAJOR_CODE` has 88711 (5.6%) missing values	Missing
`SALARY_TYPE` has 1574039 (> 99.9%) missing values	Missing
`ADDRESS_AUTO_NO` has 354729 (22.5%) missing values	Missing
`ECONOMIC_ACT_CODE` is highly skewed (γ1 = 39.20844929)	Skewed
`EDUCATION_CODE` is highly skewed (γ1 = 338.9212143)	Skewed

Reproduction

Analysis started	2021-05-26 17:25:21.859082
Analysis finished	2021-05-26 17:53:20.723521
Duration	27 minutes and 58.86 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

CIVIL_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1574038
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.80909332 × 10¹¹

Minimum	1.780201 × 10¹¹
Maximum	5.200400698 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	1.780201 × 10¹¹
5-th percentile	2.620129012 × 10¹¹
Q1	2.740819017 × 10¹¹
median	2.821010167 × 10¹¹
Q3	2.890606059 × 10¹¹
95-th percentile	2.950425037 × 10¹¹
Maximum	5.200400698 × 10¹¹
Range	3.420199698 × 10¹¹
Interquartile range (IQR)	1.497870427 × 10¹⁰

Descriptive statistics

Standard deviation	1.039015273 × 10¹⁰
Coefficient of variation (CV)	0.03698756698
Kurtosis	0.3013487943
Mean	2.80909332 × 10¹¹
Median Absolute Deviation (MAD)	7048912426
Skewness	-0.6759298858
Sum	4.421625249 × 10¹⁷
Variance	1.079552738 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.521113001 × 10¹¹	2	< 0.1%
2.890425046 × 10¹¹	2	< 0.1%
2.800222058 × 10¹¹	1	< 0.1%
2.740814062 × 10¹¹	1	< 0.1%
2.930101066 × 10¹¹	1	< 0.1%
2.890214048 × 10¹¹	1	< 0.1%
2.78042011 × 10¹¹	1	< 0.1%
2.820308003 × 10¹¹	1	< 0.1%
2.91010136 × 10¹¹	1	< 0.1%
2.83010158 × 10¹¹	1	< 0.1%
Other values (1574028)	1574028	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.780201 × 10¹¹	1	< 0.1%
1.891108 × 10¹¹	1	< 0.1%
1.981207 × 10¹¹	1	< 0.1%
2.080805 × 10¹¹	1	< 0.1%
2.150204001 × 10¹¹	1	< 0.1%
2.220301001 × 10¹¹	1	< 0.1%
2.220515002 × 10¹¹	1	< 0.1%
2.221222001 × 10¹¹	1	< 0.1%
2.230701001 × 10¹¹	1	< 0.1%
2.231208002 × 10¹¹	1	< 0.1%

Value	Count	Frequency (%)
5.200400698 × 10¹¹	1	< 0.1%
3.140923029 × 10¹¹	1	< 0.1%
3.130306023 × 10¹¹	1	< 0.1%
3.031215015 × 10¹¹	1	< 0.1%
3.021114013 × 10¹¹	1	< 0.1%
3.021105012 × 10¹¹	1	< 0.1%
3.021102008 × 10¹¹	1	< 0.1%
3.020928016 × 10¹¹	1	< 0.1%
3.020916012 × 10¹¹	1	< 0.1%
3.020815011 × 10¹¹	1	< 0.1%

BIRTH_DATE
Date

HIGH CORRELATION

Distinct	97
Distinct (%)	< 0.1%
Missing	500
Missing (%)	< 0.1%
Memory size	12.0 MiB

Minimum	1878-01-01 00:00:00
Maximum	2049-01-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

COUNTRY_CODE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	173
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	459.0476214

Minimum	0
Maximum	883
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	0
5-th percentile	106
Q1	107
median	702
Q3	709
95-th percentile	722
Maximum	883
Range	883
Interquartile range (IQR)	602

Descriptive statistics

Standard deviation	297.7551975
Coefficient of variation (CV)	0.6486368378
Kurtosis	-1.878648097
Mean	459.0476214
Median Absolute Deviation (MAD)	19
Skewness	-0.3207666481
Sum	722559318
Variance	88658.15766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
709	477043	30.3%
107	447370	28.4%
702	169610	10.8%
721	72319	4.6%
101	71308	4.5%
722	67942	4.3%
110	57882	3.7%
720	47438	3.0%
106	22864	1.5%
711	20522	1.3%
Other values (163)	119742	7.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9	< 0.1%
101	71308	4.5%
103	984	0.1%
104	3218	0.2%
105	21	< 0.1%
106	22864	1.5%
107	447370	28.4%
108	4451	0.3%
110	57882	3.7%
111	18862	1.2%

Value	Count	Frequency (%)
883	2	< 0.1%
882	7	< 0.1%
881	41	< 0.1%
880	43	< 0.1%
870	30	< 0.1%
860	795	0.1%
850	25	< 0.1%
839	94	< 0.1%
838	152	< 0.1%
837	4	< 0.1%

COUNTRY_DESC
Categorical

HIGH CARDINALITY

Distinct	173
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	143.8 MiB

الهنــد	477043
مصـــر	447370
بنجلاديش	169610
باكستان	72319
الكويت	71308
Other values (168)	336390

Length

Max length	26
Median length	7
Mean length	6.891821046
Min length	0

Characters and Unicode

Total characters	10848002
Distinct characters	34
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	< 0.1%

Sample

1st row	الكويت
2nd row	باكستان
3rd row	مصـــر
4th row	مصـــر
5th row	مصـــر

Common Values

Value	Count	Frequency (%)
الهنــد	477043	30.3%
مصـــر	447370	28.4%
بنجلاديش	169610	10.8%
باكستان	72319	4.6%
الكويت	71308	4.5%
الفلبين	67942	4.3%
ســوريا	57882	3.7%
نيبال	47438	3.0%
الأردن	22864	1.5%
ايــران	20522	1.3%
Other values (163)	119742	7.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
الهنــد	477043	29.3%
مصـــر	447370	27.4%
بنجلاديش	169610	10.4%
باكستان	72319	4.4%
الكويت	71308	4.4%
الفلبين	67942	4.2%
ســوريا	57882	3.6%
نيبال	47438	2.9%
الأردن	22864	1.4%
ايــران	20522	1.3%
Other values (183)	175834	10.8%

Most occurring characters

Value	Count	Frequency (%)
ـ	2518286	23.2%
ا	1311399	12.1%
ل	1052841	9.7%
ن	1019183	9.4%
د	694604	6.4%
ر	593713	5.5%
ي	555628	5.1%
ه	486954	4.5%
م	475269	4.4%
ص	453742	4.2%
Other values (24)	1686383	15.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	8273601	76.3%
Modifier Letter	2518286	23.2%
Space Separator	56114	0.5%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	1311399	15.9%
ل	1052841	12.7%
ن	1019183	12.3%
د	694604	8.4%
ر	593713	7.2%
ي	555628	6.7%
ه	486954	5.9%
م	475269	5.7%
ص	453742	5.5%
ب	392287	4.7%
Other values (21)	1237981	15.0%

Modifier Letter

Value	Count	Frequency (%)
ـ	2518286	100.0%

Space Separator

Value	Count	Frequency (%)
	56114	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	8273601	76.3%
Common	2574401	23.7%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ا	1311399	15.9%
ل	1052841	12.7%
ن	1019183	12.3%
د	694604	8.4%
ر	593713	7.2%
ي	555628	6.7%
ه	486954	5.9%
م	475269	5.7%
ص	453742	5.5%
ب	392287	4.7%
Other values (21)	1237981	15.0%

Common

Value	Count	Frequency (%)
ـ	2518286	97.8%
	56114	2.2%
-	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	10791887	99.5%
ASCII	56115	0.5%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ـ	2518286	23.3%
ا	1311399	12.2%
ل	1052841	9.8%
ن	1019183	9.4%
د	694604	6.4%
ر	593713	5.5%
ي	555628	5.1%
ه	486954	4.5%
م	475269	4.4%
ص	453742	4.2%
Other values (22)	1630268	15.1%

ASCII

Value	Count	Frequency (%)
	56114	> 99.9%
-	1	< 0.1%

GENDER_CODE
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	78
Missing (%)	< 0.1%
Memory size	90.1 MiB

1.0	1406082
2.0	167880

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4721886
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1406082	89.3%
2.0	167880	10.7%
(Missing)	78	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	1406082	89.3%
2.0	167880	10.7%

Most occurring characters

Value	Count	Frequency (%)
.	1573962	33.3%
0	1573962	33.3%
1	1406082	29.8%
2	167880	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3147924	66.7%
Other Punctuation	1573962	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1573962	50.0%
1	1406082	44.7%
2	167880	5.3%

Other Punctuation

Value	Count	Frequency (%)
.	1573962	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4721886	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1573962	33.3%
0	1573962	33.3%
1	1406082	29.8%
2	167880	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4721886	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1573962	33.3%
0	1573962	33.3%
1	1406082	29.8%
2	167880	3.6%

GENDER_DESC
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.4 MiB

ذكر	1406082
انثى	167880
	78

Length

Max length	4
Median length	3
Mean length	3.106506823
Min length	0

Characters and Unicode

Total characters	4889766
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	انثى
2nd row	ذكر
3rd row	ذكر
4th row	ذكر
5th row	ذكر

Common Values

Value	Count	Frequency (%)
ذكر	1406082	89.3%
انثى	167880	10.7%
	78	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
ذكر	1406082	89.3%
انثى	167880	10.7%

Most occurring characters

Value	Count	Frequency (%)
ذ	1406082	28.8%
ك	1406082	28.8%
ر	1406082	28.8%
ا	167880	3.4%
ن	167880	3.4%
ث	167880	3.4%
ى	167880	3.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	4889766	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ذ	1406082	28.8%
ك	1406082	28.8%
ر	1406082	28.8%
ا	167880	3.4%
ن	167880	3.4%
ث	167880	3.4%
ى	167880	3.4%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	4889766	100.0%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ذ	1406082	28.8%
ك	1406082	28.8%
ر	1406082	28.8%
ا	167880	3.4%
ن	167880	3.4%
ث	167880	3.4%
ى	167880	3.4%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	4889766	100.0%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ذ	1406082	28.8%
ك	1406082	28.8%
ر	1406082	28.8%
ا	167880	3.4%
ن	167880	3.4%
ث	167880	3.4%
ى	167880	3.4%

RLGION_CODE
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	71492
Missing (%)	4.5%
Memory size	88.7 MiB

1.0	1005174
2.0	235153
0.0	218952
3.0	41858
4.0	1411

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4507644
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1005174	63.9%
2.0	235153	14.9%
0.0	218952	13.9%
3.0	41858	2.7%
4.0	1411	0.1%
(Missing)	71492	4.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	1005174	66.9%
2.0	235153	15.7%
0.0	218952	14.6%
3.0	41858	2.8%
4.0	1411	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1721500	38.2%
.	1502548	33.3%
1	1005174	22.3%
2	235153	5.2%
3	41858	0.9%
4	1411	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3005096	66.7%
Other Punctuation	1502548	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1721500	57.3%
1	1005174	33.4%
2	235153	7.8%
3	41858	1.4%
4	1411	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1502548	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4507644	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1721500	38.2%
.	1502548	33.3%
1	1005174	22.3%
2	235153	5.2%
3	41858	0.9%
4	1411	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4507644	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1721500	38.2%
.	1502548	33.3%
1	1005174	22.3%
2	235153	5.2%
3	41858	0.9%
4	1411	< 0.1%

RLGION_DESC
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	136.5 MiB

مسلم	1005174
مسيحي	235153
ديانات أخري	218952
	71492
هندوسي	41858

Length

Max length	11
Median length	4
Mean length	4.994615766
Min length	0

Characters and Unicode

Total characters	7861725
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row
2nd row	مسلم
3rd row	مسلم
4th row	مسلم
5th row	مسلم

Common Values

Value	Count	Frequency (%)
مسلم	1005174	63.9%
مسيحي	235153	14.9%
ديانات أخري	218952	13.9%
	71492	4.5%
هندوسي	41858	2.7%
بوذي	1411	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
مسلم	1005174	58.4%
مسيحي	235153	13.7%
ديانات	218952	12.7%
أخري	218952	12.7%
هندوسي	41858	2.4%
بوذي	1411	0.1%

Most occurring characters

Value	Count	Frequency (%)
م	2245501	28.6%
س	1282185	16.3%
ل	1005174	12.8%
ي	951479	12.1%
ا	437904	5.6%
د	260810	3.3%
ن	260810	3.3%
ح	235153	3.0%
ت	218952	2.8%
	218952	2.8%
Other values (7)	744805	9.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7642773	97.2%
Space Separator	218952	2.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
م	2245501	29.4%
س	1282185	16.8%
ل	1005174	13.2%
ي	951479	12.4%
ا	437904	5.7%
د	260810	3.4%
ن	260810	3.4%
ح	235153	3.1%
ت	218952	2.9%
أ	218952	2.9%
Other values (6)	525853	6.9%

Space Separator

Value	Count	Frequency (%)
	218952	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	7642773	97.2%
Common	218952	2.8%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
م	2245501	29.4%
س	1282185	16.8%
ل	1005174	13.2%
ي	951479	12.4%
ا	437904	5.7%
د	260810	3.4%
ن	260810	3.4%
ح	235153	3.1%
ت	218952	2.9%
أ	218952	2.9%
Other values (6)	525853	6.9%

Common

Value	Count	Frequency (%)
	218952	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	7642773	97.2%
ASCII	218952	2.8%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
م	2245501	29.4%
س	1282185	16.8%
ل	1005174	13.2%
ي	951479	12.4%
ا	437904	5.7%
د	260810	3.4%
ن	260810	3.4%
ح	235153	3.1%
ت	218952	2.9%
أ	218952	2.9%
Other values (6)	525853	6.9%

ASCII

Value	Count	Frequency (%)
	218952	100.0%

JOB_CODE
Real number (ℝ_≥0)

Distinct	2297
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66553.96383

Minimum	0
Maximum	3631153
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	0
5-th percentile	6582
Q1	43333
median	62450
Q3	98515
95-th percentile	99410
Maximum	3631153
Range	3631153
Interquartile range (IQR)	55182

Descriptive statistics

Standard deviation	33072.72806
Coefficient of variation (CV)	0.4969310039
Kurtosis	829.6390326
Mean	66553.96383
Median Absolute Deviation (MAD)	32540
Skewness	7.780544805
Sum	1.047586012 × 10¹¹
Variance	1093805341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99320	164555	10.5%
98515	107114	6.8%
45290	99493	6.3%
55220	63878	4.1%
62190	39552	2.5%
93990	32018	2.0%
99890	27331	1.7%
98630	27231	1.7%
98565	23128	1.5%
53250	20053	1.3%
Other values (2287)	969687	61.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	< 0.1%
66	1	< 0.1%
100	241	< 0.1%
1110	14	< 0.1%
1120	2	< 0.1%
1140	1	< 0.1%
1190	281	< 0.1%
1191	1	< 0.1%
1192	2	< 0.1%
1193	2	< 0.1%

Value	Count	Frequency (%)
3631153	9	< 0.1%
2212414	1	< 0.1%
2212164	4	< 0.1%
1431013	1	< 0.1%
436103	35	< 0.1%
436100	99	< 0.1%
99982	379	< 0.1%
99981	598	< 0.1%
99980	139	< 0.1%
99970	1680	0.1%

JOB_DESC
Categorical

HIGH CARDINALITY

Distinct	2285
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	152.9 MiB

عامل عادى خفيف	164555
سائق مركبه خفيفه	107114
بائع	99493
عامل نظافة	63878
عامل زراعى	39552
Other values (2280)	1099448

Length

Max length	49
Median length	10
Mean length	9.950757287
Min length	0

Characters and Unicode

Total characters	15662890
Distinct characters	40
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	271 ?
Unique (%)	< 0.1%

Sample

1st row	مسئول
2nd row	حداد
3rd row	نقاش
4th row	نقاش
5th row	فنى كهربائي

Common Values

Value	Count	Frequency (%)
عامل عادى خفيف	164555	10.5%
سائق مركبه خفيفه	107114	6.8%
بائع	99493	6.3%
عامل نظافة	63878	4.1%
عامل زراعى	39552	2.5%
عامل انتاج	32018	2.0%
عامل فنى	27331	1.7%
سائق معدات ثقيلة	27231	1.7%
سائق شاحنة	23128	1.5%
جارسون	20053	1.3%
Other values (2275)	969687	61.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
عامل	415522	13.1%
سائق	209989	6.6%
خفيف	168466	5.3%
عادى	165901	5.2%
فنى	131392	4.1%
مركبه	110001	3.5%
خفيفه	107114	3.4%
بائع	103313	3.3%
نظافة	63997	2.0%
مدير	50289	1.6%
Other values (1458)	1652698	52.0%

Most occurring characters

Value	Count	Frequency (%)
ا	2080758	13.3%
	1605594	10.3%
م	1427625	9.1%
ع	1006742	6.4%
ف	887638	5.7%
ي	768011	4.9%
ل	763612	4.9%
ر	694398	4.4%
ن	593996	3.8%
ب	587282	3.7%
Other values (30)	5247234	33.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	14050278	89.7%
Space Separator	1605594	10.3%
Other Punctuation	7010	< 0.1%
Open Punctuation	4	< 0.1%
Close Punctuation	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	2080758	14.8%
م	1427625	10.2%
ع	1006742	7.2%
ف	887638	6.3%
ي	768011	5.5%
ل	763612	5.4%
ر	694398	4.9%
ن	593996	4.2%
ب	587282	4.2%
د	537296	3.8%
Other values (26)	4702920	33.5%

Space Separator

Value	Count	Frequency (%)
	1605594	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	7010	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	4	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	14050278	89.7%
Common	1612612	10.3%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ا	2080758	14.8%
م	1427625	10.2%
ع	1006742	7.2%
ف	887638	6.3%
ي	768011	5.5%
ل	763612	5.4%
ر	694398	4.9%
ن	593996	4.2%
ب	587282	4.2%
د	537296	3.8%
Other values (26)	4702920	33.5%

Common

Value	Count	Frequency (%)
	1605594	99.6%
/	7010	0.4%
(	4	< 0.1%
)	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	14050278	89.7%
ASCII	1612612	10.3%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ا	2080758	14.8%
م	1427625	10.2%
ع	1006742	7.2%
ف	887638	6.3%
ي	768011	5.5%
ل	763612	5.4%
ر	694398	4.9%
ن	593996	4.2%
ب	587282	4.2%
د	537296	3.8%
Other values (26)	4702920	33.5%

ASCII

Value	Count	Frequency (%)
	1605594	99.6%
/	7010	0.4%
(	4	< 0.1%
)	4	< 0.1%

SECTOR
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	96.1 MiB

PRIVATE	1574040

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	11018280
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PRIVATE
2nd row	PRIVATE
3rd row	PRIVATE
4th row	PRIVATE
5th row	PRIVATE

Common Values

Value	Count	Frequency (%)
PRIVATE	1574040	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
private	1574040	100.0%

Most occurring characters

Value	Count	Frequency (%)
P	1574040	14.3%
R	1574040	14.3%
I	1574040	14.3%
V	1574040	14.3%
A	1574040	14.3%
T	1574040	14.3%
E	1574040	14.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	11018280	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
P	1574040	14.3%
R	1574040	14.3%
I	1574040	14.3%
V	1574040	14.3%
A	1574040	14.3%
T	1574040	14.3%
E	1574040	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11018280	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
P	1574040	14.3%
R	1574040	14.3%
I	1574040	14.3%
V	1574040	14.3%
A	1574040	14.3%
T	1574040	14.3%
E	1574040	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11018280	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
P	1574040	14.3%
R	1574040	14.3%
I	1574040	14.3%
V	1574040	14.3%
A	1574040	14.3%
T	1574040	14.3%
E	1574040	14.3%

ECONOMIC_ACT_CODE
Real number (ℝ_≥0)

SKEWED

Distinct	981
Distinct (%)	0.1%
Missing	5764
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	60537.89821

Minimum	8
Maximum	3720003
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	8
5-th percentile	11045
Q1	51201
median	61246
Q3	71141
95-th percentile	95201
Maximum	3720003
Range	3719995
Interquartile range (IQR)	19940

Descriptive statistics

Standard deviation	33119.90792
Coefficient of variation (CV)	0.547093786
Kurtosis	3926.438931
Mean	60537.89821
Median Absolute Deviation (MAD)	9924
Skewness	39.20844929
Sum	9.494013285 × 10¹⁰
Variance	1096928301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61244	173082	11.0%
61246	82254	5.2%
63102	64775	4.1%
61245	58902	3.7%
51100	43661	2.8%
62159	37392	2.4%
71141	36597	2.3%
92007	30410	1.9%
11037	23693	1.5%
51201	22449	1.4%
Other values (971)	995061	63.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
32	17	< 0.1%
51	27	< 0.1%
63	6	< 0.1%
73	5	< 0.1%
82	5	< 0.1%
83	11	< 0.1%
92	1138	0.1%
94	1	< 0.1%
112	56	< 0.1%

Value	Count	Frequency (%)
3720003	40	< 0.1%
931030	3	< 0.1%
931004	9	< 0.1%
931002	374	< 0.1%
931001	5	< 0.1%
854108	33	< 0.1%
391012	56	< 0.1%
391011	138	< 0.1%
390001	14	< 0.1%
111141	20888	1.3%

ECONOMIC_ACT_DESC
Categorical

HIGH CARDINALITY

Distinct	967
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	204.2 MiB

التجارة العامة و المقاولات	173082
الادارة العامة ( ادارة الشركات )	82254
المطاعم	64775
التجارة العامة	58902
المقاولات العامة للمباني	43664
Other values (962)	1151363

Length

Max length	104
Median length	26
Mean length	27.04982275
Min length	0

Characters and Unicode

Total characters	42577503
Distinct characters	44
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	23 ?
Unique (%)	< 0.1%

Sample

1st row	التجارة العامة و المقاولات
2nd row	التجارة العامة و المقاولات
3rd row	التجارة العامة و المقاولات
4th row	التجارة العامة و المقاولات
5th row	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء

Common Values

Value	Count	Frequency (%)
التجارة العامة و المقاولات	173082	11.0%
الادارة العامة ( ادارة الشركات )	82254	5.2%
المطاعم	64775	4.1%
التجارة العامة	58902	3.7%
المقاولات العامة للمباني	43664	2.8%
الاسواق المركزية	37392	2.4%
نقل البضائع داخل الكويت	36597	2.3%
مقاولات تنظيف المبانى و الشوارع	30410	1.9%
اعمال هندسية وتوريد وانشاءات	23693	1.5%
مقاولات انشاء ورصف الطرق والشوارع وغيرها	22449	1.4%
Other values (957)	1000822	63.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
العامة	371632	5.8%
و	334939	5.2%
	242675	3.8%
التجارة	232109	3.6%
المقاولات	217400	3.4%
تجارة	150639	2.4%
مقاولات	135790	2.1%
ادارة	90802	1.4%
الشركات	82362	1.3%
الادارة	82254	1.3%
Other values (1868)	4467693	69.7%

Most occurring characters

Value	Count	Frequency (%)
ا	8960727	21.0%
	4853698	11.4%
ل	4631080	10.9%
ت	2363159	5.6%
م	2287871	5.4%
و	2193804	5.2%
ة	2064114	4.8%
ر	1849187	4.3%
ي	1781275	4.2%
ن	1179066	2.8%
Other values (34)	10413522	24.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	37400018	87.8%
Space Separator	4853698	11.4%
Open Punctuation	152739	0.4%
Close Punctuation	148328	0.3%
Other Punctuation	16556	< 0.1%
Dash Punctuation	6164	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	8960727	24.0%
ل	4631080	12.4%
ت	2363159	6.3%
م	2287871	6.1%
و	2193804	5.9%
ة	2064114	5.5%
ر	1849187	4.9%
ي	1781275	4.8%
ن	1179066	3.2%
ع	1138231	3.0%
Other values (26)	8951504	23.9%

Other Punctuation

Value	Count	Frequency (%)
?	15912	96.1%
.	572	3.5%
,	68	0.4%
/	4	< 0.1%

Space Separator

Value	Count	Frequency (%)
	4853698	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	152739	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	148328	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6164	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	37400018	87.8%
Common	5177485	12.2%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ا	8960727	24.0%
ل	4631080	12.4%
ت	2363159	6.3%
م	2287871	6.1%
و	2193804	5.9%
ة	2064114	5.5%
ر	1849187	4.9%
ي	1781275	4.8%
ن	1179066	3.2%
ع	1138231	3.0%
Other values (26)	8951504	23.9%

Common

Value	Count	Frequency (%)
	4853698	93.7%
(	152739	3.0%
)	148328	2.9%
?	15912	0.3%
-	6164	0.1%
.	572	< 0.1%
,	68	< 0.1%
/	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	37400018	87.8%
ASCII	5177485	12.2%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ا	8960727	24.0%
ل	4631080	12.4%
ت	2363159	6.3%
م	2287871	6.1%
و	2193804	5.9%
ة	2064114	5.5%
ر	1849187	4.9%
ي	1781275	4.8%
ن	1179066	3.2%
ع	1138231	3.0%
Other values (26)	8951504	23.9%

ASCII

Value	Count	Frequency (%)
	4853698	93.7%
(	152739	3.0%
)	148328	2.9%
?	15912	0.3%
-	6164	0.1%
.	572	< 0.1%
,	68	< 0.1%
/	4	< 0.1%

EDUCATION_CODE
Real number (ℝ)

HIGH CORRELATION
MISSING
SKEWED

Distinct	55
Distinct (%)	< 0.1%
Missing	88711
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%
Mean	180.4542314

Minimum	-1
Maximum	9700800
Zeros	0
Zeros (%)	0.0%
Negative	826
Negative (%)	0.1%
Memory size	12.0 MiB

Quantile statistics

Minimum	-1
5-th percentile	14
Q1	35
median	45
Q3	45
95-th percentile	55
Maximum	9700800
Range	9700801
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	15856.87138
Coefficient of variation (CV)	87.87198426
Kurtosis	190487.524
Mean	180.4542314
Median Absolute Deviation (MAD)	0
Skewness	338.9212143
Sum	268033903
Variance	251440369.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	801314	50.9%
35	371240	23.6%
14	156902	10.0%
55	104106	6.6%
71	22210	1.4%
20	18131	1.2%
70	4910	0.3%
13	2387	0.2%
11	1684	0.1%
-1	826	0.1%
Other values (45)	1619	0.1%
(Missing)	88711	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	826	0.1%
4	1	< 0.1%
10	683	< 0.1%
11	1684	0.1%
12	734	< 0.1%
13	2387	0.2%
14	156902	10.0%
20	18131	1.2%
35	371240	23.6%
45	801314	50.9%

Value	Count	Frequency (%)
9700800	2	< 0.1%
979837	1	< 0.1%
979836	1	< 0.1%
979835	1	< 0.1%
979830	11	< 0.1%
979823	18	< 0.1%
979822	7	< 0.1%
979821	1	< 0.1%
979820	37	< 0.1%
979809	1	< 0.1%

EDUCATION_DESC
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	136.8 MiB

متوسط	801314
ثانوية	371240
جامعى	144232
ابتدائي	104106
	94649
Other values (7)	58499

Length

Max length	35
Median length	5
Mean length	5.268034485
Min length	0

Characters and Unicode

Total characters	8292097
Distinct characters	23
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row
2nd row	متوسط
3rd row	متوسط
4th row	متوسط
5th row	متوسط

Common Values

Value	Count	Frequency (%)
متوسط	801314	50.9%
ثانوية	371240	23.6%
جامعى	144232	9.2%
ابتدائي	104106	6.6%
	94649	6.0%
خبرة وبدون مؤهل	22210	1.4%
دبلوم	18131	1.2%
جامعي	12670	0.8%
دبلوم دراسات عليا سنة بعد الجامعى	2387	0.2%
ماجستير	1684	0.1%
Other values (2)	1417	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
متوسط	801314	52.1%
ثانوية	371240	24.1%
جامعى	144232	9.4%
ابتدائي	104106	6.8%
وبدون	22210	1.4%
مؤهل	22210	1.4%
خبرة	22210	1.4%
دبلوم	21252	1.4%
جامعي	12670	0.8%
دراسات	3121	0.2%
Other values (7)	14851	1.0%

Most occurring characters

Value	Count	Frequency (%)
و	1238909	14.9%
م	1006483	12.1%
ت	911642	11.0%
س	809240	9.8%
ط	801314	9.7%
ا	755060	9.1%
ي	492821	5.9%
ن	397305	4.8%
ة	395837	4.8%
ث	371240	4.5%
Other values (13)	1112246	13.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	8232072	99.3%
Space Separator	60025	0.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
و	1238909	15.0%
م	1006483	12.2%
ت	911642	11.1%
س	809240	9.8%
ط	801314	9.7%
ا	755060	9.2%
ي	492821	6.0%
ن	397305	4.8%
ة	395837	4.8%
ث	371240	4.5%
Other values (12)	1052221	12.8%

Space Separator

Value	Count	Frequency (%)
	60025	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	8232072	99.3%
Common	60025	0.7%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
و	1238909	15.0%
م	1006483	12.2%
ت	911642	11.1%
س	809240	9.8%
ط	801314	9.7%
ا	755060	9.2%
ي	492821	6.0%
ن	397305	4.8%
ة	395837	4.8%
ث	371240	4.5%
Other values (12)	1052221	12.8%

Common

Value	Count	Frequency (%)
	60025	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	8232072	99.3%
ASCII	60025	0.7%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
و	1238909	15.0%
م	1006483	12.2%
ت	911642	11.1%
س	809240	9.8%
ط	801314	9.7%
ا	755060	9.2%
ي	492821	6.0%
ن	397305	4.8%
ة	395837	4.8%
ث	371240	4.5%
Other values (12)	1052221	12.8%

ASCII

Value	Count	Frequency (%)
	60025	100.0%

MAJOR_CODE
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	1421
Distinct (%)	0.1%
Missing	88711
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%
Mean	462556.0553

Minimum	-1
Maximum	9700800
Zeros	0
Zeros (%)	0.0%
Negative	826
Negative (%)	0.1%
Memory size	12.0 MiB

Quantile statistics

Minimum	-1
5-th percentile	55
Q1	353002
median	453501
Q3	453501
95-th percentile	971509
Maximum	9700800
Range	9700801
Interquartile range (IQR)	100499

Descriptive statistics

Standard deviation	237409.3255
Coefficient of variation (CV)	0.5132552537
Kurtosis	4.141190013
Mean	462556.0553
Median Absolute Deviation (MAD)	8
Skewness	0.7669988393
Sum	6.87047923 × 10¹¹
Variance	5.636318783 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
453501	737903	46.9%
353002	343902	21.8%
970080	92795	5.9%
55	73994	4.7%
453509	38187	2.4%
554000	30112	1.9%
972370	27334	1.7%
45	25224	1.6%
14	12670	0.8%
970296	11182	0.7%
Other values (1411)	92026	5.8%
(Missing)	88711	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	826	0.1%
4	1	< 0.1%
14	12670	0.8%
20	1	< 0.1%
35	4	< 0.1%
45	25224	1.6%
55	73994	4.7%
70	4910	0.3%
353	1	< 0.1%
2117	2	< 0.1%

Value	Count	Frequency (%)
9700800	2	< 0.1%
980401	5	< 0.1%
980312	19	< 0.1%
980308	7	< 0.1%
980305	1	< 0.1%
980296	133	< 0.1%
980295	1	< 0.1%
980293	6	< 0.1%
980292	6	< 0.1%
980273	52	< 0.1%

SALARY
Real number (ℝ_≥0)

Distinct	7224
Distinct (%)	0.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	316.2937736

Minimum	1.425
Maximum	26000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	1.425
5-th percentile	75
Q1	100
median	180
Q3	350
95-th percentile	1000
Maximum	26000
Range	25998.575
Interquartile range (IQR)	250

Descriptive statistics

Standard deviation	446.9902569
Coefficient of variation (CV)	1.413212318
Kurtosis	108.3040281
Mean	316.2937736
Median Absolute Deviation (MAD)	80
Skewness	6.978051131
Sum	497858735.2
Variance	199800.2898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	176864	11.2%
250	128443	8.2%
150	126880	8.1%
75	113054	7.2%
80	72402	4.6%
120	70589	4.5%
200	65688	4.2%
300	49466	3.1%
500	43864	2.8%
450	40260	2.6%
Other values (7214)	686529	43.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.425	1	< 0.1%
2	76	< 0.1%
2.1	22	< 0.1%
2.17	5	< 0.1%
2.2	2	< 0.1%
2.267	2	< 0.1%
2.3	1	< 0.1%
2.31	1	< 0.1%
2.33	11	< 0.1%
2.34	5	< 0.1%

Value	Count	Frequency (%)
26000	1	< 0.1%
25000	1	< 0.1%
24003.485	1	< 0.1%
22861	1	< 0.1%
20000	1	< 0.1%
17500	2	< 0.1%
15366	1	< 0.1%
15100	1	< 0.1%
15000	8	< 0.1%
14999	1	< 0.1%

SALARY_TYPE
Categorical

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	100.0%
Missing	1574039
Missing (%)	> 99.9%
Memory size	60.0 MiB

1.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1	< 0.1%
(Missing)	1574039	> 99.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2	66.7%
Other Punctuation	1	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1	50.0%
0	1	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

ONR_GVRN_CODE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.006389291

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.315616782
Coefficient of variation (CV)	0.5779809733
Kurtosis	-1.549241881
Mean	4.006389291
Median Absolute Deviation (MAD)	2
Skewness	-0.03514552843
Sum	6306217
Variance	5.362081081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	378777	24.1%
7	354674	22.5%
5	221482	14.1%
6	186621	11.9%
2	179403	11.4%
3	153552	9.8%
4	99531	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	378777	24.1%
2	179403	11.4%
3	153552	9.8%
4	99531	6.3%
5	221482	14.1%
6	186621	11.9%
7	354674	22.5%

Value	Count	Frequency (%)
7	354674	22.5%
6	186621	11.9%
5	221482	14.1%
4	99531	6.3%
3	153552	9.8%
2	179403	11.4%
1	378777	24.1%

GOVERNORATE_DESC
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	167.4 MiB

محافظة العاصمة	378777
العقود الحكومية	354674
محافظة الفروانية	221482
محافظة مبارك الكبير	186621
محافظة حولي	179403
Other values (2)	253083

Length

Max length	19
Median length	14
Mean length	14.75762624
Min length	11

Characters and Unicode

Total characters	23229094
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	محافظة الفروانية
2nd row	محافظة الفروانية
3rd row	محافظة الفروانية
4th row	محافظة الفروانية
5th row	محافظة الفروانية

Common Values

Value	Count	Frequency (%)
محافظة العاصمة	378777	24.1%
العقود الحكومية	354674	22.5%
محافظة الفروانية	221482	14.1%
محافظة مبارك الكبير	186621	11.9%
محافظة حولي	179403	11.4%
محافظة الاحمدي	153552	9.8%
محافظة الجهراء	99531	6.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
محافظة	1219366	36.6%
العاصمة	378777	11.4%
الحكومية	354674	10.6%
العقود	354674	10.6%
الفروانية	221482	6.6%
مبارك	186621	5.6%
الكبير	186621	5.6%
حولي	179403	5.4%
الاحمدي	153552	4.6%
الجهراء	99531	3.0%

Most occurring characters

Value	Count	Frequency (%)
ا	4008640	17.3%
م	2292990	9.9%
ة	2174299	9.4%
ل	1928714	8.3%
ح	1906995	8.2%
	1760661	7.6%
ف	1440848	6.2%
ظ	1219366	5.2%
و	1110233	4.8%
ي	1095732	4.7%
Other values (11)	4290616	18.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	21468433	92.4%
Space Separator	1760661	7.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	4008640	18.7%
م	2292990	10.7%
ة	2174299	10.1%
ل	1928714	9.0%
ح	1906995	8.9%
ف	1440848	6.7%
ظ	1219366	5.7%
و	1110233	5.2%
ي	1095732	5.1%
ع	733451	3.4%
Other values (10)	3557165	16.6%

Space Separator

Value	Count	Frequency (%)
	1760661	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	21468433	92.4%
Common	1760661	7.6%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ا	4008640	18.7%
م	2292990	10.7%
ة	2174299	10.1%
ل	1928714	9.0%
ح	1906995	8.9%
ف	1440848	6.7%
ظ	1219366	5.7%
و	1110233	5.2%
ي	1095732	5.1%
ع	733451	3.4%
Other values (10)	3557165	16.6%

Common

Value	Count	Frequency (%)
	1760661	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	21468433	92.4%
ASCII	1760661	7.6%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ا	4008640	18.7%
م	2292990	10.7%
ة	2174299	10.1%
ل	1928714	9.0%
ح	1906995	8.9%
ف	1440848	6.7%
ظ	1219366	5.7%
و	1110233	5.2%
ي	1095732	5.1%
ع	733451	3.4%
Other values (10)	3557165	16.6%

ASCII

Value	Count	Frequency (%)
	1760661	100.0%

MARITAL_STATUS_CODE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.836254479

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	2
Maximum	11
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5376797457
Coefficient of variation (CV)	0.2928133066
Kurtosis	13.28246702
Mean	1.836254479
Median Absolute Deviation (MAD)	0
Skewness	1.804203682
Sum	2890338
Variance	0.2890995089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1232659	78.3%
1	319096	20.3%
5	19116	1.2%
3	2394	0.2%
4	764	< 0.1%
10	6	< 0.1%
11	3	< 0.1%
6	1	< 0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	319096	20.3%
2	1232659	78.3%
3	2394	0.2%
4	764	< 0.1%
5	19116	1.2%
6	1	< 0.1%
7	1	< 0.1%
10	6	< 0.1%
11	3	< 0.1%

Value	Count	Frequency (%)
11	3	< 0.1%
10	6	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
5	19116	1.2%
4	764	< 0.1%
3	2394	0.2%
2	1232659	78.3%
1	319096	20.3%

MARITAL_STATUS_DESC
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.0 MiB

متزوج	1232659
أعزب	319096
	15968
غير معرف	3159
مطلق	2394

Length

Max length	8
Median length	5
Mean length	4.75056733
Min length	0

Characters and Unicode

Total characters	7477583
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	متزوج
2nd row	متزوج
3rd row	أعزب
4th row	متزوج
5th row	متزوج

Common Values

Value	Count	Frequency (%)
متزوج	1232659	78.3%
أعزب	319096	20.3%
	15968	1.0%
غير معرف	3159	0.2%
مطلق	2394	0.2%
أرمل	764	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
متزوج	1232659	79.0%
أعزب	319096	20.4%
معرف	3159	0.2%
غير	3159	0.2%
مطلق	2394	0.2%
أرمل	764	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
ز	1551755	20.8%
م	1238976	16.6%
ت	1232659	16.5%
و	1232659	16.5%
ج	1232659	16.5%
ع	322255	4.3%
أ	319860	4.3%
ب	319096	4.3%
ر	7082	0.1%
غ	3159	< 0.1%
Other values (6)	17423	0.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7474424	> 99.9%
Space Separator	3159	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ز	1551755	20.8%
م	1238976	16.6%
ت	1232659	16.5%
و	1232659	16.5%
ج	1232659	16.5%
ع	322255	4.3%
أ	319860	4.3%
ب	319096	4.3%
ر	7082	0.1%
غ	3159	< 0.1%
Other values (5)	14264	0.2%

Space Separator

Value	Count	Frequency (%)
	3159	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	7474424	> 99.9%
Common	3159	< 0.1%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ز	1551755	20.8%
م	1238976	16.6%
ت	1232659	16.5%
و	1232659	16.5%
ج	1232659	16.5%
ع	322255	4.3%
أ	319860	4.3%
ب	319096	4.3%
ر	7082	0.1%
غ	3159	< 0.1%
Other values (5)	14264	0.2%

Common

Value	Count	Frequency (%)
	3159	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	7474424	> 99.9%
ASCII	3159	< 0.1%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ز	1551755	20.8%
م	1238976	16.6%
ت	1232659	16.5%
و	1232659	16.5%
ج	1232659	16.5%
ع	322255	4.3%
أ	319860	4.3%
ب	319096	4.3%
ر	7082	0.1%
غ	3159	< 0.1%
Other values (5)	14264	0.2%

ASCII

Value	Count	Frequency (%)
	3159	100.0%

COMPANY_NAME
Categorical

HIGH CARDINALITY

Distinct	122145
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Memory size	247.6 MiB

مبنى الركاب الجديد بمطار الكويت (المبنى 11)	7109
شركة محمد حمود الشايع	5525
الشركة الاحمدية للمقاولات والتجارة	5292
(10377) شركة مطاحن الدقيق والمخابز الكويتية	4613
(ادارة العقودالحكوميه(اعادة قيد	3934
Other values (122140)	1547567

Length

Max length	128
Median length	37
Mean length	41.46124431
Min length	3

Characters and Unicode

Total characters	65261657
Distinct characters	97
Distinct categories	13 ?
Distinct scripts	4 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25127 ?
Unique (%)	1.6%

Sample

1st row	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات
2nd row	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات
3rd row	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات
4th row	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات
5th row	شركة الفيالق الكويتية للتجارة العامة والمقاولات

Common Values

Value	Count	Frequency (%)
مبنى الركاب الجديد بمطار الكويت (المبنى 11)	7109	0.5%
شركة محمد حمود الشايع	5525	0.4%
الشركة الاحمدية للمقاولات والتجارة	5292	0.3%
(10377) شركة مطاحن الدقيق والمخابز الكويتية	4613	0.3%
(ادارة العقودالحكوميه(اعادة قيد	3934	0.2%
مركز التجمع الجديد في جنوب وشرق الكويت GC-32	3756	0.2%
إنشاء وانجاز وصيانة مشروع معسكر الشيخ سالم العلي السالم الصباح	3627	0.2%
شركة بدر الملا واخوانه	3616	0.2%
مشروع خط انابيب التغذية لشركة نفط الكويت للمصفاة لجديدة NRP	3590	0.2%
الشركة الكويتية للاغذية ( الامريكانا )	3403	0.2%
Other values (122135)	1529575	97.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
شركة	585643	6.1%
العامة	212020	2.2%
للتجارة	175881	1.8%
والمقاولات	143362	1.5%
	131687	1.4%
الكويت	100820	1.0%
خدمات	89090	0.9%
وصيانة	68642	0.7%
اعمال	61724	0.6%
العامه	56008	0.6%
Other values (47598)	8035801	83.2%

Most occurring characters

Value	Count	Frequency (%)
ا	9805328	15.0%
	8845785	13.6%
ل	7537818	11.6%
ي	3670610	5.6%
م	3588597	5.5%
و	3061984	4.7%
ر	3002295	4.6%
ة	2934440	4.5%
ت	2636526	4.0%
ن	1980191	3.0%
Other values (87)	18198083	27.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	55405898	84.9%
Space Separator	8845785	13.6%
Decimal Number	442486	0.7%
Open Punctuation	143008	0.2%
Close Punctuation	126191	0.2%
Other Punctuation	117674	0.2%
Dash Punctuation	107636	0.2%
Uppercase Letter	49204	0.1%
Modifier Letter	23150	< 0.1%
Lowercase Letter	415	< 0.1%
Other values (3)	210	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	9805328	17.7%
ل	7537818	13.6%
ي	3670610	6.6%
م	3588597	6.5%
و	3061984	5.5%
ر	3002295	5.4%
ة	2934440	5.3%
ت	2636526	4.8%
ن	1980191	3.6%
ع	1645339	3.0%
Other values (26)	15542770	28.1%

Uppercase Letter

Value	Count	Frequency (%)
N	7089	14.4%
C	6631	13.5%
G	6543	13.3%
R	5483	11.1%
P	4954	10.1%
L	2911	5.9%
A	2521	5.1%
B	1793	3.6%
H	1632	3.3%
I	1524	3.1%
Other values (13)	8123	16.5%

Other Punctuation

Value	Count	Frequency (%)
/	95413	81.1%
.	13342	11.3%
,	6256	5.3%
&	1949	1.7%
،	384	0.3%
"	256	0.2%
\	49	< 0.1%
*	16	< 0.1%
:	7	< 0.1%
%	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	111811	25.3%
0	69668	15.7%
2	59821	13.5%
3	47456	10.7%
7	28861	6.5%
5	28505	6.4%
4	28474	6.4%
8	23576	5.3%
6	23569	5.3%
9	20745	4.7%

Nonspacing Mark

Value	Count	Frequency (%)
ٌ	18	28.1%
ً	18	28.1%
ُ	15	23.4%
َ	9	14.1%
ِ	4	6.2%

Math Symbol

Value	Count	Frequency (%)
+	55	93.2%
>	3	5.1%
\|	1	1.7%

Lowercase Letter

Value	Count	Frequency (%)
l	412	99.3%
x	2	0.5%
z	1	0.2%

Close Punctuation

Value	Count	Frequency (%)
)	126190	> 99.9%
]	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	8845785	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	143008	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	107636	100.0%

Modifier Letter

Value	Count	Frequency (%)
ـ	23150	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	87	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Arabic	55405898	84.9%
Common	9806076	15.0%
Latin	49619	0.1%
Inherited	64	< 0.1%

Most frequent character per script

Arabic

Value	Count	Frequency (%)
ا	9805328	17.7%
ل	7537818	13.6%
ي	3670610	6.6%
م	3588597	6.5%
و	3061984	5.5%
ر	3002295	5.4%
ة	2934440	5.3%
ت	2636526	4.8%
ن	1980191	3.6%
ع	1645339	3.0%
Other values (26)	15542770	28.1%

Common

Value	Count	Frequency (%)
	8845785	90.2%
(	143008	1.5%
)	126190	1.3%
1	111811	1.1%
-	107636	1.1%
/	95413	1.0%
0	69668	0.7%
2	59821	0.6%
3	47456	0.5%
7	28861	0.3%
Other values (20)	170427	1.7%

Latin

Value	Count	Frequency (%)
N	7089	14.3%
C	6631	13.4%
G	6543	13.2%
R	5483	11.1%
P	4954	10.0%
L	2911	5.9%
A	2521	5.1%
B	1793	3.6%
H	1632	3.3%
I	1524	3.1%
Other values (16)	8538	17.2%

Inherited

Value	Count	Frequency (%)
ٌ	18	28.1%
ً	18	28.1%
ُ	15	23.4%
َ	9	14.1%
ِ	4	6.2%

Most occurring blocks

Value	Count	Frequency (%)
Arabic	55429496	84.9%
ASCII	9832161	15.1%

Most frequent character per block

Arabic

Value	Count	Frequency (%)
ا	9805328	17.7%
ل	7537818	13.6%
ي	3670610	6.6%
م	3588597	6.5%
و	3061984	5.5%
ر	3002295	5.4%
ة	2934440	5.3%
ت	2636526	4.8%
ن	1980191	3.6%
ع	1645339	3.0%
Other values (33)	15566368	28.1%

ASCII

Value	Count	Frequency (%)
	8845785	90.0%
(	143008	1.5%
)	126190	1.3%
1	111811	1.1%
-	107636	1.1%
/	95413	1.0%
0	69668	0.7%
2	59821	0.6%
3	47456	0.5%
7	28861	0.3%
Other values (44)	196512	2.0%

HIRE_DATE
Date

Distinct	4826
Distinct (%)	0.3%
Missing	42
Missing (%)	< 0.1%
Memory size	12.0 MiB

Minimum	1966-12-12 00:00:00
Maximum	2020-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

ADDRESS_AUTO_NO
Real number (ℝ_≥0)

MISSING

Distinct	112316
Distinct (%)	9.2%
Missing	354729
Missing (%)	22.5%
Infinite	0
Infinite (%)	0.0%
Mean	16104080.23

Minimum	0
Maximum	99999999
Zeros	1189
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	0
5-th percentile	10222598
Q1	13214876
median	16388361
Q3	18894778
95-th percentile	20882688
Maximum	99999999
Range	99999999
Interquartile range (IQR)	5679902

Descriptive statistics

Standard deviation	4275012.298
Coefficient of variation (CV)	0.2654614381
Kurtosis	134.9536085
Mean	16104080.23
Median Absolute Deviation (MAD)	2654096
Skewness	6.752699145
Sum	1.963588217 × 10¹³
Variance	1.827573015 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20679196	5507	0.3%
10555878	5292	0.3%
10595474	4613	0.3%
20774206	3470	0.2%
10615834	3401	0.2%
21107704	2949	0.2%
10244973	2633	0.2%
20243296	2451	0.2%
10310395	2368	0.2%
10081625	2245	0.1%
Other values (112306)	1184382	75.2%
(Missing)	354729	22.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1189	0.1%
10000012	214	< 0.1%
10000143	31	< 0.1%
10000151	1	< 0.1%
10000186	11	< 0.1%
10000194	16	< 0.1%
10000354	5	< 0.1%
10000688	1	< 0.1%
10001242	4	< 0.1%
10001293	24	< 0.1%

Value	Count	Frequency (%)
99999999	1126	0.1%
21482686	1	< 0.1%
21474942	14	< 0.1%
21473341	8	< 0.1%
21472568	2	< 0.1%
21471872	2	< 0.1%
21471717	1	< 0.1%
21471709	12	< 0.1%
21470968	1	< 0.1%
21469641	4	< 0.1%

ONR_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	83888
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.263286075 × 10¹¹

Minimum	18200000
Maximum	9.99779 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.0 MiB

Quantile statistics

Minimum	18200000
5-th percentile	1.0202 × 10¹⁰
Q1	1.276715 × 10¹¹
median	2.133913 × 10¹¹
Q3	2.80479 × 10¹¹
95-th percentile	5.97241 × 10¹¹
Maximum	9.99779 × 10¹¹
Range	9.997608 × 10¹¹
Interquartile range (IQR)	1.528075 × 10¹¹

Descriptive statistics

Standard deviation	1.640134387 × 10¹¹
Coefficient of variation (CV)	0.7246694992
Kurtosis	5.118960536
Mean	2.263286075 × 10¹¹
Median Absolute Deviation (MAD)	7.868980069 × 10¹⁰
Skewness	1.863400769
Sum	3.562502814 × 10¹⁷
Variance	2.690040806 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.276715 × 10¹¹	10922	0.7%
2.53696 × 10¹¹	5292	0.3%
1.05998 × 10¹¹	5062	0.3%
2201600033	4750	0.3%
1.523245 × 10¹¹	4613	0.3%
3.67998 × 10¹¹	4037	0.3%
7.777777778 × 10¹¹	3934	0.2%
5.86047 × 10¹¹	3656	0.2%
1.42019 × 10¹⁰	3627	0.2%
2.24213 × 10¹¹	3462	0.2%
Other values (83878)	1524685	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18200000	80	< 0.1%
130120000	3	< 0.1%
201600001	38	< 0.1%
1201400003	1	< 0.1%
1201400009	989	0.1%
1201500006	2	< 0.1%
1201500007	96	< 0.1%
1201500017	9	< 0.1%
1201500020	2	< 0.1%
1201600002	340	< 0.1%

Value	Count	Frequency (%)
9.99779 × 10¹¹	8	< 0.1%
9.9901 × 10¹¹	4	< 0.1%
9.9712 × 10¹¹	40	< 0.1%
9.96836 × 10¹¹	4	< 0.1%
9.9637 × 10¹¹	105	< 0.1%
9.96326 × 10¹¹	7	< 0.1%
9.9632 × 10¹¹	17	< 0.1%
9.9621 × 10¹¹	85	< 0.1%
9.96111 × 10¹¹	7	< 0.1%
9.95898 × 10¹¹	19	< 0.1%

جنسية
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	90.1 MiB

2.0	1502732
1.0	71308

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4722120
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	1502732	95.5%
1.0	71308	4.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
2.0	1502732	95.5%
1.0	71308	4.5%

Most occurring characters

Value	Count	Frequency (%)
.	1574040	33.3%
0	1574040	33.3%
2	1502732	31.8%
1	71308	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3148080	66.7%
Other Punctuation	1574040	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1574040	50.0%
2	1502732	47.7%
1	71308	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	1574040	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4722120	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1574040	33.3%
0	1574040	33.3%
2	1502732	31.8%
1	71308	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4722120	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1574040	33.3%
0	1574040	33.3%
2	1502732	31.8%
1	71308	1.5%

Age
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	97
Distinct (%)	< 0.1%
Missing	500
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.54873786

Minimum	-27.6
Maximum	143.39
Zeros	0
Zeros (%)	0.0%
Negative	25
Negative (%)	< 0.1%
Memory size	12.0 MiB

Quantile statistics

Minimum	-27.6
5-th percentile	26.4
Q1	32.4
median	39.4
Q3	47.4
95-th percentile	59.4
Maximum	143.39
Range	170.99
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.38886196
Coefficient of variation (CV)	0.2562067898
Kurtosis	0.1404874705
Mean	40.54873786
Median Absolute Deviation (MAD)	7
Skewness	0.6786459787
Sum	63805060.98
Variance	107.9284528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.4	65641	4.2%
34.4	59774	3.8%
30.4	58931	3.7%
36.4	58435	3.7%
35.4	58112	3.7%
37.4	57373	3.6%
31.4	57270	3.6%
39.4	56847	3.6%
29.4	56816	3.6%
38.4	56737	3.6%
Other values (87)	987604	62.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-27.6	7	< 0.1%
-26.6	2	< 0.1%
-25.6	4	< 0.1%
-24.6	2	< 0.1%
-23.6	1	< 0.1%
-22.6	3	< 0.1%
-21.6	1	< 0.1%
-20.6	1	< 0.1%
-18.6	1	< 0.1%
-16.6	1	< 0.1%

Value	Count	Frequency (%)
143.39	1	< 0.1%
132.39	1	< 0.1%
113.4	1	< 0.1%
99.4	3	< 0.1%
98.4	2	< 0.1%
96.4	2	< 0.1%
95.4	3	< 0.1%
94.4	4	< 0.1%
93.4	7	< 0.1%
92.4	6	< 0.1%

Age Group
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	587
Missing (%)	< 0.1%
Memory size	1.5 MiB

40-49	585564
50-59	440295
30-39	248027
60-69	222444
70-79	65907
Other values (3)	11216

Length

Max length	16
Median length	5
Mean length	5.00480599
Min length	5

Characters and Unicode

Total characters	7874827
Distinct characters	20
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	60-69
2nd row	50-59
3rd row	50-59
4th row	60-69
5th row	30-39

Common Values

Value	Count	Frequency (%)
40-49	585564	37.2%
50-59	440295	28.0%
30-39	248027	15.8%
60-69	222444	14.1%
70-79	65907	4.2%
80-89	9989	0.6%
Not Defined	1187	0.1%
Not Defined20-29	40	< 0.1%
(Missing)	587	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
40-49	585564	37.2%
50-59	440295	28.0%
30-39	248027	15.8%
60-69	222444	14.1%
70-79	65907	4.2%
80-89	9989	0.6%
not	1227	0.1%
defined	1187	0.1%
defined20-29	40	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1572266	20.0%
-	1572266	20.0%
9	1572266	20.0%
4	1171128	14.9%
5	880590	11.2%
3	496054	6.3%
6	444888	5.6%
7	131814	1.7%
8	19978	0.3%
e	2454	< 0.1%
Other values (10)	11123	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6289064	79.9%
Dash Punctuation	1572266	20.0%
Lowercase Letter	9816	0.1%
Uppercase Letter	2454	< 0.1%
Space Separator	1227	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1572266	25.0%
9	1572266	25.0%
4	1171128	18.6%
5	880590	14.0%
3	496054	7.9%
6	444888	7.1%
7	131814	2.1%
8	19978	0.3%
2	80	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
e	2454	25.0%
o	1227	12.5%
t	1227	12.5%
f	1227	12.5%
i	1227	12.5%
n	1227	12.5%
d	1227	12.5%

Uppercase Letter

Value	Count	Frequency (%)
N	1227	50.0%
D	1227	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1572266	100.0%

Space Separator

Value	Count	Frequency (%)
	1227	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7862557	99.8%
Latin	12270	0.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1572266	20.0%
-	1572266	20.0%
9	1572266	20.0%
4	1171128	14.9%
5	880590	11.2%
3	496054	6.3%
6	444888	5.7%
7	131814	1.7%
8	19978	0.3%
	1227	< 0.1%

Latin

Value	Count	Frequency (%)
e	2454	20.0%
N	1227	10.0%
o	1227	10.0%
t	1227	10.0%
D	1227	10.0%
f	1227	10.0%
i	1227	10.0%
n	1227	10.0%
d	1227	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7874827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1572266	20.0%
-	1572266	20.0%
9	1572266	20.0%
4	1171128	14.9%
5	880590	11.2%
3	496054	6.3%
6	444888	5.6%
7	131814	1.7%
8	19978	0.3%
e	2454	< 0.1%
Other values (10)	11123	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	CIVIL_ID	BIRTH_DATE	COUNTRY_CODE	COUNTRY_DESC	GENDER_CODE	GENDER_DESC	RLGION_CODE	RLGION_DESC	JOB_CODE	JOB_DESC	SECTOR	ECONOMIC_ACT_CODE	ECONOMIC_ACT_DESC	EDUCATION_CODE	EDUCATION_DESC	MAJOR_CODE	SALARY	SALARY_TYPE	ONR_GVRN_CODE	GOVERNORATE_DESC	MARITAL_STATUS_CODE	MARITAL_STATUS_DESC	COMPANY_NAME	HIRE_DATE	ADDRESS_AUTO_NO	ONR_ID	جنسية	Age	Age Group
0	271121201014	1971-01-01	101.0	الكويت	2.0	انثى	NaN		43390	مسئول	PRIVATE	61244.0	التجارة العامة و المقاولات	NaN		NaN	200.0	NaN	5	محافظة الفروانية	2	متزوج	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات	2020-02-18	13096531.0	2.711212e+11	1.0	50.4	60-69
1	276032503881	1976-01-01	721.0	باكستان	1.0	ذكر	1.0	مسلم	83190	حداد	PRIVATE	61244.0	التجارة العامة و المقاولات	45.0	متوسط	453501.0	80.0	NaN	5	محافظة الفروانية	2	متزوج	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات	2008-04-15	13096531.0	2.711212e+11	2.0	45.4	50-59
2	276121004718	1976-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	94985	نقاش	PRIVATE	61244.0	التجارة العامة و المقاولات	45.0	متوسط	453501.0	100.0	NaN	5	محافظة الفروانية	1	أعزب	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات	2009-04-06	13096531.0	2.711212e+11	2.0	45.4	50-59
3	270050801914	1970-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	94985	نقاش	PRIVATE	61244.0	التجارة العامة و المقاولات	45.0	متوسط	453501.0	300.0	NaN	5	محافظة الفروانية	2	متزوج	مؤسسة الرهيب الوطنية للتجارة العامة والمقاولات	2010-02-16	13096531.0	2.711212e+11	2.0	51.4	60-69
4	294061303976	1994-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	3560	فنى كهربائي	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	45.0	متوسط	453501.0	150.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2019-06-30	13094464.0	2.186546e+11	2.0	27.4	30-39
5	281010120878	1981-01-01	701.0	افغانستان	1.0	ذكر	1.0	مسلم	3560	فنى كهربائي	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	45.0	متوسط	453501.0	100.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2008-09-21	13094464.0	2.186546e+11	2.0	40.4	50-59
6	277072009153	1977-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	3560	فنى كهربائي	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	45.0	متوسط	453501.0	150.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2018-12-04	13094464.0	2.186546e+11	2.0	44.4	50-59
7	292102004229	1992-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	3560	فنى كهربائي	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	35.0	ثانوية	972370.0	150.0	NaN	5	محافظة الفروانية	1	أعزب	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2017-02-27	13094464.0	2.186546e+11	2.0	29.4	30-39
8	289062303429	1989-01-01	709.0	الهنــد	1.0	ذكر	0.0	ديانات أخري	37010	موزع	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	45.0	متوسط	453501.0	120.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2013-10-21	13094464.0	2.186546e+11	2.0	32.4	40-49
9	268040103853	1968-01-01	110.0	ســوريا	1.0	ذكر	1.0	مسلم	37010	موزع	PRIVATE	51204.0	مقاولات انشاءات كهربائية وميكانيكية مثل محطات توليد الكهرباء	45.0	متوسط	453501.0	450.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الفيالق الكويتية للتجارة العامة والمقاولات	2009-01-13	13094464.0	2.186546e+11	2.0	53.4	60-69

Last rows

	CIVIL_ID	BIRTH_DATE	COUNTRY_CODE	COUNTRY_DESC	GENDER_CODE	GENDER_DESC	RLGION_CODE	RLGION_DESC	JOB_CODE	JOB_DESC	SECTOR	ECONOMIC_ACT_CODE	ECONOMIC_ACT_DESC	EDUCATION_CODE	EDUCATION_DESC	MAJOR_CODE	SALARY	SALARY_TYPE	ONR_GVRN_CODE	GOVERNORATE_DESC	MARITAL_STATUS_CODE	MARITAL_STATUS_DESC	COMPANY_NAME	HIRE_DATE	ADDRESS_AUTO_NO	ONR_ID	جنسية	Age	Age Group
1574030	288081002926	1988-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	99320	عامل عادى خفيف	PRIVATE	83102.0	شراء وبيع الاراضي والعقارات وتقسيمها	45.0	متوسط	453501.0	300.0	NaN	5	محافظة الفروانية	1	أعزب	شركة الجماعه العقاريه	2009-07-09	12468196.0	1.520047e+11	2.0	33.4	40-49
1574031	290090203589	1990-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	45290	بائع	PRIVATE	62159.0	الاسواق المركزية	45.0	متوسط	453501.0	200.0	NaN	1	محافظة العاصمة	2	متزوج	شركة سوق المدينة الفلسطيني المركزي	2019-05-01	19138157.0	1.120048e+11	2.0	31.4	40-49
1574032	258111500428	1958-01-01	702.0	بنجلاديش	1.0	ذكر	1.0	مسلم	45290	بائع	PRIVATE	61172.0	تجارة مستحضرات التجميل والعطورات	35.0	ثانوية	353002.0	650.0	NaN	1	محافظة العاصمة	2	متزوج	شركة طيب كنوز الكويت للعطور	2008-12-17	20994137.0	1.120048e+11	2.0	63.4	70-79
1574033	275030202722	1975-01-01	709.0	الهنــد	1.0	ذكر	3.0	هندوسي	33131	كاشير	PRIVATE	63102.0	المطاعم	45.0	متوسط	453501.0	600.0	NaN	3	محافظة الاحمدي	2	متزوج	شركه مطعم بومباي برياني	2008-11-05	19438088.0	4.740391e+11	2.0	46.4	50-59
1574034	272061404147	1972-01-01	709.0	الهنــد	1.0	ذكر	3.0	هندوسي	53190	طباخ	PRIVATE	63102.0	المطاعم	45.0	متوسط	45.0	180.0	NaN	3	محافظة الاحمدي	2	متزوج	شركه مطعم بومباي برياني	2009-02-03	19438088.0	4.740391e+11	2.0	49.4	50-59
1574035	293042004597	1993-01-01	709.0	الهنــد	1.0	ذكر	0.0	ديانات أخري	93990	عامل انتاج	PRIVATE	63102.0	المطاعم	45.0	متوسط	453501.0	150.0	NaN	3	محافظة الاحمدي	1	أعزب	شركه مطعم بومباي برياني	2017-02-07	19438088.0	4.740391e+11	2.0	28.4	30-39
1574036	291070116888	1991-01-01	709.0	الهنــد	1.0	ذكر	0.0	ديانات أخري	99410	عامل مطعم	PRIVATE	63102.0	المطاعم	45.0	متوسط	453501.0	120.0	NaN	3	محافظة الاحمدي	1	أعزب	شركه مطعم بومباي برياني	2018-08-29	19438088.0	4.740391e+11	2.0	30.4	40-49
1574037	287011100278	1987-01-01	711.0	ايــران	1.0	ذكر	1.0	مسلم	45290	بائع	PRIVATE	62187.0	الأثاث والمفروشات	45.0	متوسط	453501.0	450.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الكناني استار للاثاث والمفروشات	2009-09-14	19669564.0	1.520047e+11	2.0	34.4	40-49
1574038	299010109068	1999-01-01	110.0	ســوريا	1.0	ذكر	1.0	مسلم	98515	سائق مركبه خفيفه	PRIVATE	62187.0	الأثاث والمفروشات	45.0	متوسط	453501.0	200.0	NaN	5	محافظة الفروانية	2	متزوج	شركة الكناني استار للاثاث والمفروشات	2019-04-24	19669564.0	1.520047e+11	2.0	22.4	30-39
1574039	292040102201	1992-01-01	107.0	مصـــر	1.0	ذكر	1.0	مسلم	19530	مترجم	PRIVATE	71912.0	مكاتب السياحة والسفر	35.0	ثانوية	353002.0	700.0	NaN	1	محافظة العاصمة	2	متزوج	شركة لوفيت للسياحه والسفر	2013-04-28	10139428.0	1.120048e+11	2.0	29.4	30-39

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Modifier Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Arabic

Common

Most occurring blocks

Most frequent character per block

Arabic

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Arabic

Most occurring blocks

Most frequent character per block

Arabic

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Arabic

Common

Most occurring blocks

Most frequent character per block

Arabic

ASCII

Common Values

Length

Most occurring characters

Most occurring categories